Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 891 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 82.0 KiB |
| Average record size in memory | 94.3 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 3 |
| Text | 3 |
| Boolean | 5 |
embarked_Q is highly imbalanced (57.6%) | Imbalance |
fare_log has 15 (1.7%) infinite values | Infinite |
passengerid is uniformly distributed | Uniform |
passengerid has unique values | Unique |
sibsp has 608 (68.2%) zeros | Zeros |
parch has 678 (76.1%) zeros | Zeros |
fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-25 16:43:26.582766 |
|---|---|
| Analysis finished | 2024-07-25 16:43:32.246122 |
| Duration | 5.66 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
passengerid
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.35384 |
|---|---|
| Coefficient of variation (CV) | 0.57702655 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 599 | 1 | 0.1% |
| 588 | 1 | 0.1% |
| 589 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 592 | 1 | 0.1% |
| 593 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| 595 | 1 | 0.1% |
| Other values (881) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
survived
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
pclass
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
title
Text
| Distinct | 661 |
|---|---|
| Distinct (%) | 74.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 16 |
| Mean length | 7.6049383 |
| Min length | 2 |
Characters and Unicode
| Total characters | 6776 |
|---|---|
| Distinct characters | 54 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 525 ? |
|---|---|
| Unique (%) | 58.9% |
Sample
| 1st row | Braund, |
|---|---|
| 2nd row | Cumings, |
| 3rd row | Heikkinen, |
| 4th row | Futrelle, |
| 5th row | Allen, |
| Value | Count | Frequency (%) |
| andersson | 9 | 1.0% |
| sage | 7 | 0.8% |
| goodwin | 6 | 0.7% |
| johnson | 6 | 0.7% |
| skoog | 6 | 0.7% |
| panula | 6 | 0.7% |
| carter | 6 | 0.7% |
| van | 6 | 0.7% |
| rice | 5 | 0.6% |
| palsson | 4 | 0.4% |
| Other values (650) | 830 |
Most occurring characters
| Value | Count | Frequency (%) |
| , | 867 | 12.8% |
| e | 563 | 8.3% |
| n | 526 | 7.8% |
| a | 512 | 7.6% |
| o | 436 | 6.4% |
| r | 414 | 6.1% |
| l | 350 | 5.2% |
| s | 329 | 4.9% |
| i | 316 | 4.7% |
| t | 212 | 3.1% |
| Other values (44) | 2251 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4969 | |
| Uppercase Letter | 919 | 13.6% |
| Other Punctuation | 876 | 12.9% |
| Dash Punctuation | 12 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 563 | |
| n | 526 | |
| a | 512 | |
| o | 436 | 8.8% |
| r | 414 | 8.3% |
| l | 350 | 7.0% |
| s | 329 | 6.6% |
| i | 316 | 6.4% |
| t | 212 | 4.3% |
| d | 157 | 3.2% |
| Other values (16) | 1154 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 89 | 9.7% |
| B | 77 | 8.4% |
| M | 76 | 8.3% |
| C | 75 | 8.2% |
| H | 70 | 7.6% |
| A | 51 | 5.5% |
| L | 50 | 5.4% |
| P | 47 | 5.1% |
| G | 44 | 4.8% |
| R | 42 | 4.6% |
| Other values (15) | 298 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 867 | |
| ' | 9 | 1.0% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 12 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5888 | |
| Common | 888 | 13.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 563 | 9.6% |
| n | 526 | 8.9% |
| a | 512 | 8.7% |
| o | 436 | 7.4% |
| r | 414 | 7.0% |
| l | 350 | 5.9% |
| s | 329 | 5.6% |
| i | 316 | 5.4% |
| t | 212 | 3.6% |
| d | 157 | 2.7% |
| Other values (41) | 2073 |
Common
| Value | Count | Frequency (%) |
| , | 867 | |
| - | 12 | 1.4% |
| ' | 9 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6776 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| , | 867 | 12.8% |
| e | 563 | 8.3% |
| n | 526 | 7.8% |
| a | 512 | 7.6% |
| o | 436 | 6.4% |
| r | 414 | 6.1% |
| l | 350 | 5.2% |
| s | 329 | 4.9% |
| i | 316 | 4.7% |
| t | 212 | 3.1% |
| Other values (44) | 2251 |
name
Text
| Distinct | 804 |
|---|---|
| Distinct (%) | 90.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
Length
| Max length | 74 |
|---|---|
| Median length | 45 |
| Mean length | 18.360269 |
| Min length | 7 |
Characters and Unicode
| Total characters | 16359 |
|---|---|
| Distinct characters | 59 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 750 ? |
|---|---|
| Unique (%) | 84.2% |
Sample
| 1st row | Mr. Owen Harris |
|---|---|
| 2nd row | Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Miss. Laina |
| 4th row | Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Mr. William Henry |
| Value | Count | Frequency (%) |
| mr | 521 | 19.1% |
| miss | 182 | 6.7% |
| mrs | 129 | 4.7% |
| william | 64 | 2.3% |
| john | 44 | 1.6% |
| master | 40 | 1.5% |
| henry | 34 | 1.2% |
| james | 24 | 0.9% |
| george | 24 | 0.9% |
| charles | 23 | 0.8% |
| Other values (916) | 1648 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1844 | 11.3% | |
| r | 1544 | 9.4% |
| a | 1145 | 7.0% |
| e | 1140 | 7.0% |
| M | 1052 | 6.4% |
| i | 1009 | 6.2% |
| s | 968 | 5.9% |
| . | 892 | 5.5% |
| n | 778 | 4.8% |
| l | 717 | 4.4% |
| Other values (49) | 5270 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10477 | |
| Uppercase Letter | 2726 | 16.7% |
| Space Separator | 1844 | 11.3% |
| Other Punctuation | 1023 | 6.3% |
| Close Punctuation | 144 | 0.9% |
| Open Punctuation | 144 | 0.9% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1544 | |
| a | 1145 | |
| e | 1140 | |
| i | 1009 | |
| s | 968 | |
| n | 778 | |
| l | 717 | |
| o | 572 | 5.5% |
| t | 455 | 4.3% |
| h | 364 | 3.5% |
| Other values (16) | 1785 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1052 | |
| A | 199 | 7.3% |
| J | 184 | 6.7% |
| E | 153 | 5.6% |
| H | 133 | 4.9% |
| W | 110 | 4.0% |
| C | 97 | 3.6% |
| S | 91 | 3.3% |
| L | 79 | 2.9% |
| G | 70 | 2.6% |
| Other values (15) | 558 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 892 | |
| " | 106 | 10.4% |
| , | 24 | 2.3% |
| / | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 1844 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 144 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 144 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13203 | |
| Common | 3156 | 19.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1544 | |
| a | 1145 | 8.7% |
| e | 1140 | 8.6% |
| M | 1052 | 8.0% |
| i | 1009 | 7.6% |
| s | 968 | 7.3% |
| n | 778 | 5.9% |
| l | 717 | 5.4% |
| o | 572 | 4.3% |
| t | 455 | 3.4% |
| Other values (41) | 3823 |
Common
| Value | Count | Frequency (%) |
| 1844 | ||
| . | 892 | |
| ) | 144 | 4.6% |
| ( | 144 | 4.6% |
| " | 106 | 3.4% |
| , | 24 | 0.8% |
| - | 1 | < 0.1% |
| / | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16359 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1844 | 11.3% | |
| r | 1544 | 9.4% |
| a | 1145 | 7.0% |
| e | 1140 | 7.0% |
| M | 1052 | 6.4% |
| i | 1009 | 6.2% |
| s | 968 | 5.9% |
| . | 892 | 5.5% |
| n | 778 | 4.8% |
| l | 717 | 4.4% |
| Other values (49) | 5270 |
age
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.544332 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 7 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 29 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 13.013778 |
|---|---|
| Coefficient of variation (CV) | 0.44048308 |
| Kurtosis | 0.98658675 |
| Mean | 29.544332 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.45956263 |
| Sum | 26324 |
| Variance | 169.35843 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29 | 197 | |
| 24 | 31 | 3.5% |
| 22 | 27 | 3.0% |
| 28 | 27 | 3.0% |
| 30 | 27 | 3.0% |
| 18 | 26 | 2.9% |
| 19 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 36 | 23 | 2.6% |
| 25 | 23 | 2.6% |
| Other values (61) | 461 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1 | 7 | |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 10 | |
| 5 | 4 | 0.4% |
| 6 | 3 | 0.3% |
| 7 | 3 | 0.3% |
| 8 | 4 | 0.4% |
| 9 | 8 |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 2 | |
| 70 | 3 | |
| 66 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 4 | |
| 61 | 3 |
sibsp
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52300786 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1027434 |
|---|---|
| Coefficient of variation (CV) | 2.1084644 |
| Kurtosis | 17.88042 |
| Mean | 0.52300786 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6953517 |
| Sum | 466 |
| Variance | 1.2160431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 608 |
parch
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80605722 |
|---|---|
| Coefficient of variation (CV) | 2.1123441 |
| Kurtosis | 9.7781252 |
| Mean | 0.38159371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117 |
| Sum | 340 |
| Variance | 0.64972824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.2% |
| 0 | 678 |
ticket
Text
| Distinct | 681 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.7508418 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6015 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 547 ? |
|---|---|
| Unique (%) | 61.4% |
Sample
| 1st row | A/5 21171 |
|---|---|
| 2nd row | PC 17599 |
| 3rd row | STON/O2. 3101282 |
| 4th row | 113803 |
| 5th row | 373450 |
| Value | Count | Frequency (%) |
| pc | 60 | 5.3% |
| c.a | 27 | 2.4% |
| a/5 | 17 | 1.5% |
| ca | 14 | 1.2% |
| ston/o | 12 | 1.1% |
| 2 | 12 | 1.1% |
| sc/paris | 9 | 0.8% |
| w./c | 9 | 0.8% |
| soton/o.q | 8 | 0.7% |
| 347082 | 7 | 0.6% |
| Other values (709) | 955 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4808 | |
| Uppercase Letter | 652 | 10.8% |
| Other Punctuation | 295 | 4.9% |
| Space Separator | 239 | 4.0% |
| Lowercase Letter | 21 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 6.1% |
| T | 36 | 5.5% |
| W | 16 | 2.5% |
| Q | 15 | 2.3% |
| I | 11 | 1.7% |
| Other values (6) | 29 | 4.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 387 | |
| 9 | 328 | |
| 8 | 282 | 5.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6 | |
| s | 5 | |
| r | 4 | |
| i | 4 | |
| l | 1 | 4.8% |
| e | 1 | 4.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 197 | |
| / | 98 |
Space Separator
| Value | Count | Frequency (%) |
| 239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5342 | |
| Latin | 673 | 11.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 5.9% |
| T | 36 | 5.3% |
| W | 16 | 2.4% |
| Q | 15 | 2.2% |
| I | 11 | 1.6% |
| Other values (12) | 50 | 7.4% |
Common
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 387 | |
| 9 | 328 | |
| 8 | 282 | 5.3% |
| Other values (3) | 534 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6015 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
fare
Real number (ℝ)
ZEROS
| Distinct | 248 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.204208 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.9104 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.07915 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.0896 |
Descriptive statistics
| Standard deviation | 49.693429 |
|---|---|
| Coefficient of variation (CV) | 1.5430725 |
| Kurtosis | 33.398141 |
| Mean | 32.204208 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.7873165 |
| Sum | 28693.949 |
| Variance | 2469.4368 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 43 | 4.8% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 0 | 15 | 1.7% |
| Other values (238) | 615 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 2 | 0.2% |
| 6.75 | 2 | 0.2% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 3 | |
| 164.8667 | 2 | |
| 153.4625 | 3 |
sex_female
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1023.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 577 | |
| True | 314 |
sex_male
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1023.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 577 | |
| False | 314 |
embarked_C
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1023.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 723 | |
| True | 168 | 18.9% |
embarked_Q
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1023.0 B |
| False | |
|---|---|
| True | 77 |
| Value | Count | Frequency (%) |
| False | 814 | |
| True | 77 | 8.6% |
embarked_S
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1023.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 646 | |
| False | 245 | 27.5% |
familysize
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9046016 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6134585 |
|---|---|
| Coefficient of variation (CV) | 0.84713704 |
| Kurtosis | 9.159666 |
| Mean | 1.9046016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7274415 |
| Sum | 1697 |
| Variance | 2.6032485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 7 | 12 | 1.3% |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 5 | 15 | 1.7% |
| 6 | 22 | 2.5% |
| 7 | 12 | 1.3% |
| 8 | 6 | 0.7% |
| 11 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| 7 | 12 | 1.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 4 | 29 | 3.3% |
| 3 | 102 | 11.4% |
| 2 | 161 | 18.1% |
| 1 | 537 |
isalone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
fare_log
Real number (ℝ)
INFINITE
| Distinct | 248 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 15 |
| Infinite (%) | 1.7% |
| Mean | -inf |
| Minimum | -inf |
|---|---|
| Maximum | 2.7095491 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15 |
| Negative (%) | 1.7% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | -inf |
|---|---|
| 5-th percentile | 0.85883785 |
| Q1 | 0.89819771 |
| median | 1.1599941 |
| Q3 | 1.4913617 |
| 95-th percentile | 2.0495001 |
| Maximum | 2.7095491 |
| Range | inf |
| Interquartile range (IQR) | 0.59316399 |
Descriptive statistics
| Standard deviation | nan |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | nan |
| Mean | -inf |
| Median Absolute Deviation (MAD) | 0.2648921 |
| Skewness | nan |
| Sum | -inf |
| Variance | nan |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9057958804 | 43 | 4.8% |
| 1.113943352 | 42 | 4.7% |
| 0.8973961392 | 38 | 4.3% |
| 0.8893017025 | 34 | 3.8% |
| 1.414973348 | 31 | 3.5% |
| 1.021189299 | 24 | 2.7% |
| 0.8989992709 | 18 | 2.0% |
| 0.8907003977 | 16 | 1.8% |
| 0.8590902399 | 15 | 1.7% |
| -inf | 15 | 1.7% |
| Other values (238) | 615 |
| Value | Count | Frequency (%) |
| -inf | 15 | |
| 0.6034150454 | 1 | 0.1% |
| 0.6989700043 | 1 | 0.1% |
| 0.7950105586 | 1 | 0.1% |
| 0.808717242 | 1 | 0.1% |
| 0.8095597146 | 1 | 0.1% |
| 0.8126326449 | 2 | 0.2% |
| 0.8293037728 | 2 | 0.2% |
| 0.8362164784 | 1 | 0.1% |
| 0.8419848046 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2.709549109 | 3 | |
| 2.419955748 | 4 | |
| 2.418922452 | 2 | |
| 2.3936117 | 2 | |
| 2.357029123 | 4 | |
| 2.345920813 | 1 | 0.1% |
| 2.325310372 | 1 | 0.1% |
| 2.324976566 | 3 | |
| 2.217132945 | 2 | |
| 2.186002269 | 3 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| passengerid | survived | pclass | title | name | age | sibsp | parch | ticket | fare | sex_female | sex_male | embarked_C | embarked_Q | embarked_S | familysize | isalone | fare_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 3 | Braund, | Mr. Owen Harris | 22 | 1 | 0 | A/5 21171 | 7.2500 | False | True | False | False | True | 2 | 0 | 0.860338 |
| 1 | 2 | 1 | 1 | Cumings, | Mrs. John Bradley (Florence Briggs Thayer) | 38 | 1 | 0 | PC 17599 | 71.2833 | True | False | True | False | False | 2 | 0 | 1.852988 |
| 2 | 3 | 1 | 3 | Heikkinen, | Miss. Laina | 26 | 0 | 0 | STON/O2. 3101282 | 7.9250 | True | False | False | False | True | 1 | 1 | 0.898999 |
| 3 | 4 | 1 | 1 | Futrelle, | Mrs. Jacques Heath (Lily May Peel) | 35 | 1 | 0 | 113803 | 53.1000 | True | False | False | False | True | 2 | 0 | 1.725095 |
| 4 | 5 | 0 | 3 | Allen, | Mr. William Henry | 35 | 0 | 0 | 373450 | 8.0500 | False | True | False | False | True | 1 | 1 | 0.905796 |
| 5 | 6 | 0 | 3 | Moran, | Mr. James | 29 | 0 | 0 | 330877 | 8.4583 | False | True | False | True | False | 1 | 1 | 0.927283 |
| 6 | 7 | 0 | 1 | McCarthy, | Mr. Timothy J | 54 | 0 | 0 | 17463 | 51.8625 | False | True | False | False | True | 1 | 1 | 1.714853 |
| 7 | 8 | 0 | 3 | Palsson, | Master. Gosta Leonard | 2 | 3 | 1 | 349909 | 21.0750 | False | True | False | False | True | 5 | 0 | 1.323768 |
| 8 | 9 | 1 | 3 | Johnson, | Mrs. Oscar W (Elisabeth Vilhelmina Berg) | 27 | 0 | 2 | 347742 | 11.1333 | True | False | False | False | True | 3 | 0 | 1.046624 |
| 9 | 10 | 1 | 2 | Nasser, | Mrs. Nicholas (Adele Achem) | 14 | 1 | 0 | 237736 | 30.0708 | True | False | True | False | False | 2 | 0 | 1.478145 |
| passengerid | survived | pclass | title | name | age | sibsp | parch | ticket | fare | sex_female | sex_male | embarked_C | embarked_Q | embarked_S | familysize | isalone | fare_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 882 | 0 | 3 | Markun, | Mr. Johann | 33 | 0 | 0 | 349257 | 7.8958 | False | True | False | False | True | 1 | 1 | 0.897396 |
| 882 | 883 | 0 | 3 | Dahlberg, | Miss. Gerda Ulrika | 22 | 0 | 0 | 7552 | 10.5167 | True | False | False | False | True | 1 | 1 | 1.021879 |
| 883 | 884 | 0 | 2 | Banfield, | Mr. Frederick James | 28 | 0 | 0 | C.A./SOTON 34068 | 10.5000 | False | True | False | False | True | 1 | 1 | 1.021189 |
| 884 | 885 | 0 | 3 | Sutehall, | Mr. Henry Jr | 25 | 0 | 0 | SOTON/OQ 392076 | 7.0500 | False | True | False | False | True | 1 | 1 | 0.848189 |
| 885 | 886 | 0 | 3 | Rice, | Mrs. William (Margaret Norton) | 39 | 0 | 5 | 382652 | 29.1250 | True | False | False | True | False | 6 | 0 | 1.464266 |
| 886 | 887 | 0 | 2 | Montvila, | Rev. Juozas | 27 | 0 | 0 | 211536 | 13.0000 | False | True | False | False | True | 1 | 1 | 1.113943 |
| 887 | 888 | 1 | 1 | Graham, | Miss. Margaret Edith | 19 | 0 | 0 | 112053 | 30.0000 | True | False | False | False | True | 1 | 1 | 1.477121 |
| 888 | 889 | 0 | 3 | Johnston, | Miss. Catherine Helen "Carrie" | 29 | 1 | 2 | W./C. 6607 | 23.4500 | True | False | False | False | True | 4 | 0 | 1.370143 |
| 889 | 890 | 1 | 1 | Behr, | Mr. Karl Howell | 26 | 0 | 0 | 111369 | 30.0000 | False | True | True | False | False | 1 | 1 | 1.477121 |
| 890 | 891 | 0 | 3 | Dooley, | Mr. Patrick | 32 | 0 | 0 | 370376 | 7.7500 | False | True | False | True | False | 1 | 1 | 0.889302 |